{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting /tmp/data/train-images-idx3-ubyte.gz\n",
      "Extracting /tmp/data/train-labels-idx1-ubyte.gz\n",
      "Extracting /tmp/data/t10k-images-idx3-ubyte.gz\n",
      "Extracting /tmp/data/t10k-labels-idx1-ubyte.gz\n",
      "WARNING:tensorflow:From C:\\prog\\anaconda3\\lib\\site-packages\\tensorflow\\python\\util\\tf_should_use.py:170: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n",
      "Instructions for updating:\n",
      "Use `tf.global_variables_initializer` instead.\n",
      "epoch 0001 cost 0.080799975\n",
      "epoch 0002 cost 0.054871149\n",
      "epoch 0003 cost 0.048387721\n",
      "epoch 0004 cost 0.043937683\n",
      "epoch 0005 cost 0.042008787\n",
      "epoch 0006 cost 0.038137328\n",
      "epoch 0007 cost 0.036753267\n",
      "epoch 0008 cost 0.036606878\n",
      "epoch 0009 cost 0.033941370\n",
      "epoch 0010 cost 0.033581674\n",
      "Finished!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\prog\\anaconda3\\lib\\site-packages\\matplotlib\\figure.py:397: UserWarning: matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
      "  \"matplotlib is currently using a non-GUI backend, \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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cBw38GDNu9+tG2ly7plBAcYISYLA0wxdW3+SIdZpLGbhyV6pYsZvz4WeZsr8K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      "text/plain": [
       "<matplotlib.figure.Figure at 0x259001ab0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from __future__ import division, print_function, absolute_import\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#导入mnist数据集\n",
    "from tensorflow.examples.tutorials.mnist import input_data\n",
    "mnist = input_data.read_data_sets(\"/tmp/data/\", one_hot=True)\n",
    "\n",
    "learning_rate=0.01#学习率\n",
    "n_hidden=256      #中间层神经元个数\n",
    "n_input=784       #输入输出层神经元个数\n",
    "\n",
    "X=tf.placeholder(\"float\",[None,n_input])#待输入数据\n",
    "#权重\n",
    "weights={\n",
    "    'encoder_w':tf.Variable(tf.random_normal([n_input,n_hidden])),\n",
    "    'decoder_w':tf.Variable(tf.random_normal([n_hidden,n_input])),\n",
    "}\n",
    "#偏置\n",
    "biases={\n",
    "    'encoder_b':tf.Variable(tf.random_normal([n_hidden])),\n",
    "    'decoder_b':tf.Variable(tf.random_normal([n_input])),\n",
    "}\n",
    "#编码过程\n",
    "def encoder(x):\n",
    "    return tf.nn.sigmoid(tf.add(tf.matmul(x,weights['encoder_w']),biases['encoder_b']))\n",
    "#解码过程\n",
    "def decoder(x):\n",
    "    return tf.nn.sigmoid(tf.add(tf.matmul(x,weights['decoder_w']),biases['decoder_b']))\n",
    "\n",
    "encoder_op=encoder(X)#编码开始\n",
    "decoder_op=decoder(encoder_op)#解码开始\n",
    "\n",
    "y_pred=decoder_op#预测值\n",
    "y_ture=X#真实值（输入值）\n",
    "\n",
    "cost=tf.reduce_mean(tf.pow(y_ture-y_pred,2))#代价函数\n",
    "optimizer=tf.train.RMSPropOptimizer(learning_rate).minimize(cost)#优化过程\n",
    "\n",
    "init=tf.initialize_all_variables()\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    for epoch in range(10):#训练十轮\n",
    "        for i in range(300):#每轮300次\n",
    "            batch_xs,batch_ys=mnist.train.next_batch(256)#每个步骤随机抓取256个批处理数据点\n",
    "            _,c=sess.run([optimizer,cost],feed_dict={X:batch_xs})#运行\n",
    "        print(\"epoch\",'%04d'%(epoch+1),\"cost\",\"{:.9f}\".format(c))\n",
    "    print(\"Finished!\")\n",
    "\n",
    "    #评估模型（可视化结果）\n",
    "    encode_decode=sess.run(y_pred,feed_dict={X:mnist.test.images[:10]})\n",
    "    f,a=plt.subplots(2,10,figsize=(10,2))\n",
    "\n",
    "    for i in range(10):\n",
    "        a[0][i].imshow(np.reshape(mnist.test.images[i], (28, 28)))\n",
    "        a[1][i].imshow(np.reshape(encode_decode[i], (28, 28)))\n",
    "    f.show()\n",
    "    plt.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
